• DocumentCode
    1769000
  • Title

    Acquisition of characteristic sets of tree patterns with VLDC´s using genetic programming and edit distance

  • Author

    Nakai, Shohei ; Miyahara, Tetsuhiro ; Suzuki, Yuya ; Kuboyama, Tetsuji ; Uchida, Tomoyuki

  • Author_Institution
    Grad. Sch. of Inf. Sci., Hiroshima City Univ., Hiroshima, Japan
  • fYear
    2014
  • fDate
    7-8 Nov. 2014
  • Firstpage
    113
  • Lastpage
    118
  • Abstract
    Knowledge acquisition from tree structured data is an important task in machine learning and data mining. We propose a learning method for acquiring characteristic sets of tree patterns with VLDC´s from positive and negative tree structured data by using Genetic Programming and tree edit distance. We report experimental results on applying our method to glycan data.
  • Keywords
    data mining; genetic algorithms; knowledge acquisition; learning (artificial intelligence); tree data structures; VLDC; characteristic sets acquisition; data mining; genetic programming; glycan data; knowledge acquisition; machine learning; negative tree structured data; positive tree structured data; tree edit distance; Genetic programming; edit distance; sets of tree patterns;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Applications (IWCIA), 2014 IEEE 7th International Workshop on
  • Conference_Location
    Hiroshima
  • ISSN
    1883-3977
  • Print_ISBN
    978-1-4799-4771-3
  • Type

    conf

  • DOI
    10.1109/IWCIA.2014.6988088
  • Filename
    6988088
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=1769000